{
 "cells": [
  {
   "cell_type": "code",
   "id": "91884f4b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:31:18.298686Z",
     "start_time": "2025-03-20T06:31:01.516024Z"
    }
   },
   "source": [
    "%matplotlib inline\n",
    "import osmnx as ox\n",
    "print(f\"osmnx's version is {ox.__version__}\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "osmnx's version is 2.0.1\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "35e510f8791c79ef"
  },
  {
   "cell_type": "code",
   "id": "90d9e6b6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:31:49.028205Z",
     "start_time": "2025-03-20T06:31:23.158439Z"
    }
   },
   "source": [
    "G_origin = ox.graph_from_xml(\"geo_data/Athens.osm\", bidirectional=False, simplify=False, retain_all=True, encoding='utf-8')\n",
    "nodes, edges = ox.graph_to_gdfs(G_origin, nodes=True, edges=True, node_geometry=True, fill_edge_geometry=True)"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "12b65989",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:31:53.553253Z",
     "start_time": "2025-03-20T06:31:53.528244Z"
    }
   },
   "source": [
    "edges.iloc[2,-1]"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<LINESTRING (23.726 37.976, 23.726 37.976)>"
      ],
      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"23.72571268 37.97559808 7.143999999925654e-05 0.00016254000000515134\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.9513587)\"><polyline fill=\"none\" stroke=\"#66cc99\" stroke-width=\"3.250800000103027e-06\" points=\"23.7257187,37.9756041 23.7257781,37.9757546\" opacity=\"0.8\" /></g></svg>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "98a757e3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-19T08:11:36.554727Z",
     "start_time": "2025-03-19T08:11:36.544698Z"
    }
   },
   "source": [
    "str(edges.iloc[2,-1])"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'LINESTRING (23.7257187 37.9756041, 23.7257781 37.9757546)'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "28654a33",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:32:23.646347Z",
     "start_time": "2025-03-20T06:31:56.977321Z"
    }
   },
   "source": [
    "ox.plot_graph(G_origin)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 800x800 with 1 Axes>, <Axes: >)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "c2b74cbc",
   "metadata": {},
   "source": [
    "**************"
   ]
  },
  {
   "cell_type": "code",
   "id": "79180062",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:32:47.032245Z",
     "start_time": "2025-03-20T06:32:47.012246Z"
    }
   },
   "source": [
    "import random\n",
    "from shapely.geometry import Point, Polygon\n",
    "from scipy.spatial import ConvexHull\n",
    "import numpy as np"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "id": "e3790056",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:32:49.259405Z",
     "start_time": "2025-03-20T06:32:49.242403Z"
    }
   },
   "source": [
    "def random_point_in_polygon(polygon):\n",
    "    min_x, min_y, max_x, max_y = polygon.bounds\n",
    "    while True:\n",
    "        random_point = Point(random.uniform(min_x, max_x), random.uniform(min_y, max_y))\n",
    "        if polygon.contains(random_point):\n",
    "            return random_point\n",
    "\n",
    "def random_polygon_in_polygon(polygon, num_points):\n",
    "    points = []\n",
    "    for _ in range(num_points):\n",
    "        random_point = random_point_in_polygon(polygon)\n",
    "        points.append((random_point.x, random_point.y))\n",
    "    \n",
    "    # Use Convex Hull to form a polygon from the points\n",
    "    hull = ConvexHull(points)\n",
    "    hull_points = np.array(points)[hull.vertices]\n",
    "    \n",
    "    return Polygon(hull_points)"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "18a1a0b0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:32:51.030377Z",
     "start_time": "2025-03-20T06:32:50.977374Z"
    }
   },
   "source": [
    "origin_points = np.array(nodes[['x','y']])\n",
    "\n",
    "hull = ConvexHull(origin_points)\n",
    "hull_points = origin_points[hull.vertices]\n",
    "origin_polygon = Polygon(hull_points)\n",
    "\n",
    "origin_polygon"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<POLYGON ((23.682 37.991, 23.682 37.991, 23.7 37.969, 23.717 37.965, 23.717 ...>"
      ],
      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"23.678230732000003 37.961420632 0.0967374359999944 0.06499593600000253\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.9878372)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.001934748719999888\" opacity=\"0.6\" d=\"M 23.6818254,37.9914492 L 23.6818136,37.9914192 L 23.6999882,37.968806 L 23.7171523,37.9650559 L 23.7174875,37.9650035 L 23.7177464,37.9650136 L 23.765167,37.9671156 L 23.7652255,37.9671235 L 23.7658275,37.9672391 L 23.7664556,37.9674042 L 23.7666774,37.9675347 L 23.7668796,37.9677084 L 23.7670675,37.9678792 L 23.7672199,37.9680562 L 23.7713853,37.9774464 L 23.7704564,37.9883613 L 23.7592095,38.0228337 L 23.6818254,37.9914492 z\" /></g></svg>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "id": "6420e3d7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:32:52.939791Z",
     "start_time": "2025-03-20T06:32:52.912796Z"
    }
   },
   "source": [
    "num_points = 5  # Number of points for the random polygon\n",
    "random_polygon = random_polygon_in_polygon(origin_polygon, num_points)\n",
    "random_polygon"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<POLYGON ((23.688 37.991, 23.769 37.983, 23.765 37.994, 23.712 38.002, 23.68...>"
      ],
      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"23.68481676213144 37.97959097265038 0.08742565621009035 0.025206576014930704\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.98438852131568)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.001748513124201807\" opacity=\"0.6\" d=\"M 23.688054749398482,37.99123075134373 L 23.76900443107449,37.98282895991742 L 23.76512566019797,37.99357913116578 L 23.712365771515483,38.00155956139827 L 23.688054749398482,37.99123075134373 z\" /></g></svg>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "900f9617",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-29T07:31:15.721980Z",
     "start_time": "2024-05-29T07:31:15.707998Z"
    }
   },
   "source": [
    "************************"
   ]
  },
  {
   "cell_type": "code",
   "id": "dd8f4195",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:33:00.861780Z",
     "start_time": "2025-03-20T06:32:54.575132Z"
    }
   },
   "source": [
    "G_partly = ox.truncate.truncate_graph_polygon(G_origin,random_polygon,\n",
    "                                            truncate_by_edge=False,\n",
    "                                            )"
   ],
   "outputs": [],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "id": "3992d115",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:33:27.588716Z",
     "start_time": "2025-03-20T06:33:00.878788Z"
    }
   },
   "source": [
    "ox.plot_graph(G_origin)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 800x800 with 1 Axes>, <Axes: >)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "code",
   "id": "626f14f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:33:31.051157Z",
     "start_time": "2025-03-20T06:33:28.189822Z"
    }
   },
   "source": [
    "ox.plot_graph(G_partly)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 800x800 with 1 Axes>, <Axes: >)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "id": "8fa69260",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-20T06:33:45.165477Z",
     "start_time": "2025-03-20T06:33:31.519591Z"
    }
   },
   "source": [
    "ox.settings.all_oneway=True\n",
    "ox.io.save_graph_xml(G_partly, \"geo_data/random_partly.osm\")"
   ],
   "outputs": [],
   "execution_count": 12
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
